{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import os\n",
    "from utils import *\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "max_N = 180\n",
    "max_T = 210\n",
    "\n",
    "def guided_attention(g=0.2):\n",
    "    W = np.zeros((max_N, max_T), dtype=np.float32)\n",
    "    for n_pos in range(W.shape[0]):\n",
    "        for t_pos in range(W.shape[1]):\n",
    "            W[n_pos, t_pos] = 1 - np.exp(-(t_pos / float(max_T) - n_pos / float(max_N)) ** 2 / (2 * g * g))\n",
    "    return W"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Model:\n",
    "    def __init__(\n",
    "        self,\n",
    "        num_layers,\n",
    "        size_layers,\n",
    "        learning_rate = 1e-3\n",
    "    ):\n",
    "        self.X = tf.placeholder(tf.int32, (None, None))\n",
    "        self.training = tf.placeholder(tf.bool, None)\n",
    "        lookup_table = tf.get_variable(\n",
    "            'lookup_table',\n",
    "            dtype = tf.float32,\n",
    "            shape = [len(vocab), size_layers],\n",
    "            initializer = tf.truncated_normal_initializer(\n",
    "                mean = 0.0, stddev = 0.01\n",
    "            ),\n",
    "        )\n",
    "        lookup_table = tf.concat(\n",
    "            (tf.zeros(shape = [1, size_layers]), lookup_table[1:, :]), 0\n",
    "        )\n",
    "        self.X_seq_len = tf.count_nonzero(self.X, 1, dtype=tf.int32)\n",
    "        self.gts = tf.convert_to_tensor(guided_attention())\n",
    "        forward = tf.nn.embedding_lookup(lookup_table, self.X)\n",
    "        self.Y = tf.placeholder(tf.float32, (None, None, n_mels * resampled))\n",
    "        batch_size = tf.shape(self.Y)[0]\n",
    "        self.decoder_inputs = tf.concat(\n",
    "            (tf.ones_like(self.Y[:, :1, :]), self.Y[:, :-1, :]), 1\n",
    "        )\n",
    "        self.decoder_inputs = self.decoder_inputs[:, :, -n_mels:]\n",
    "        \n",
    "        self.Z = tf.placeholder(\n",
    "            tf.float32, (None, None, fourier_window_size // 2 + 1)\n",
    "        )\n",
    "        \n",
    "        seq_lens = tf.count_nonzero(\n",
    "            tf.reduce_sum(self.decoder_inputs, -1), 1, dtype = tf.int32\n",
    "        )\n",
    "        \n",
    "        def attention(encoder_out, seq_len, reuse=False):\n",
    "            attention_mechanism = tf.contrib.seq2seq.BahdanauAttention(num_units = size_layers, \n",
    "                                                                    memory = encoder_out,\n",
    "                                                                    memory_sequence_length = seq_len)\n",
    "            return tf.contrib.seq2seq.AttentionWrapper(\n",
    "            cell = tf.nn.rnn_cell.MultiRNNCell([tf.contrib.rnn.GRUCell(size_layers) for _ in range(num_layers)]), \n",
    "                attention_mechanism = attention_mechanism,\n",
    "                attention_layer_size = size_layers, alignment_history = True)\n",
    "        \n",
    "        encoder_cells = tf.nn.rnn_cell.MultiRNNCell([tf.contrib.rnn.GRUCell(size_layers) for _ in range(num_layers)])\n",
    "        encoder_out, encoder_state = tf.nn.dynamic_rnn(cell = encoder_cells, \n",
    "                                                                 inputs = forward, \n",
    "                                                                 sequence_length = self.X_seq_len,\n",
    "                                                                 dtype = tf.float32)\n",
    "        \n",
    "        encoder_state = tuple(encoder_state[-1] for _ in range(num_layers))\n",
    "        decoder_cell = attention(encoder_out, seq_lens)\n",
    "        encoder_state = decoder_cell.zero_state(batch_size, tf.float32).clone(cell_state=encoder_state)\n",
    "        \n",
    "        decoder_out, decoder_state = tf.nn.dynamic_rnn(cell = decoder_cell, \n",
    "                                                       inputs = self.decoder_inputs, \n",
    "                                                       sequence_length = seq_lens,\n",
    "                                                       initial_state = encoder_state,\n",
    "                                                       dtype = tf.float32)\n",
    "        \n",
    "\n",
    "        self.alignments = tf.transpose(\n",
    "                decoder_state.alignment_history.stack(), [1, 2, 0]\n",
    "            )\n",
    "        \n",
    "        \n",
    "        self.Y_hat = tf.layers.dense(decoder_out, n_mels * resampled)\n",
    "        out_decoder = tf.reshape(\n",
    "                self.Y, [tf.shape(self.Y)[0], -1, n_mels]\n",
    "        )\n",
    "        for n in range(num_layers):\n",
    "            (out_fw, out_bw), (state_fw, state_bw) = tf.nn.bidirectional_dynamic_rnn(\n",
    "                cell_fw = tf.contrib.rnn.GRUCell(size_layers // 2),\n",
    "                cell_bw = tf.contrib.rnn.GRUCell(size_layers // 2),\n",
    "                inputs = out_decoder,\n",
    "                dtype = tf.float32,\n",
    "                scope = 'bidirectional_rnn_%d'%(n))\n",
    "            out_decoder = tf.concat((out_fw, out_bw), 2)\n",
    "        \n",
    "        self.Z_hat = tf.layers.dense(out_decoder, 1 + fourier_window_size // 2)\n",
    "        self.loss1 = tf.reduce_mean(tf.abs(self.Y_hat - self.Y))\n",
    "        self.loss2 = tf.reduce_mean(tf.abs(self.Z_hat - self.Z))\n",
    "        self.loss_bd1 = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=self.Y_hat, \n",
    "                                                                               labels=self.Y))\n",
    "        self.A = tf.pad(self.alignments, [(0, 0), (0, max_N), (0, max_T)], \n",
    "                        mode=\"CONSTANT\", constant_values=-1.)[:, :max_N, :max_T]\n",
    "        self.attention_masks = tf.to_float(tf.not_equal(self.A, -1))\n",
    "        self.loss_att = tf.reduce_sum(tf.abs(self.A * self.gts) * self.attention_masks)\n",
    "        self.mask_sum = tf.reduce_sum(self.attention_masks)\n",
    "        self.loss_att /= self.mask_sum\n",
    "        self.loss_bd2 = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=self.Z_hat, \n",
    "                                                                          labels=self.Z))\n",
    "        self.loss = self.loss1 + self.loss2 + self.loss_bd1 + self.loss_att + self.loss_bd2\n",
    "        self.optimizer = tf.train.AdamOptimizer(\n",
    "            learning_rate = learning_rate\n",
    "        ).minimize(self.loss)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "tf.reset_default_graph()\n",
    "sess = tf.InteractiveSession()\n",
    "\n",
    "size_layers = 128\n",
    "learning_rate = 1e-2\n",
    "num_layers = 2\n",
    "\n",
    "model = Model(num_layers, size_layers, learning_rate)\n",
    "sess.run(tf.global_variables_initializer())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "paths, lengths, texts, raw_texts = [], [], [], []\n",
    "text_files = [f for f in os.listdir('mel') if f.endswith('.npy')]\n",
    "for fpath in text_files:\n",
    "    with open('%s/%s' % (path, fpath.replace('npy', 'txt'))) as fopen:\n",
    "        text = fopen.read()\n",
    "    paths.append(fpath.replace('.npy', ''))\n",
    "    text = text_normalize(text)\n",
    "    raw_texts.append(text)\n",
    "    text = text + 'E'\n",
    "    texts.append(np.array([char2idx[char] for char in text], np.int32))\n",
    "    lengths.append(len(text))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def dynamic_batching(paths):\n",
    "    files, max_y, max_z = [], 0, 0\n",
    "    for n in range(len(paths)):\n",
    "        files.append(get_cached(paths[n]))\n",
    "        if files[-1][0].shape[0] > max_y:\n",
    "            max_y = files[-1][0].shape[0]\n",
    "        if files[-1][1].shape[0] > max_z:\n",
    "            max_z = files[-1][1].shape[0]\n",
    "    return files, max_y, max_z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.07it/s, cost=1.5, loss1=0.0425, loss2=0.0347, loss_att=0.00377, loss_bd1=0.711, loss_bd2=0.704] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.04it/s, cost=1.48, loss1=0.0372, loss2=0.0268, loss_att=0.00362, loss_bd1=0.71, loss_bd2=0.706] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.05it/s, cost=1.48, loss1=0.0337, loss2=0.0246, loss_att=0.00348, loss_bd1=0.71, loss_bd2=0.705] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.06it/s, cost=1.47, loss1=0.0314, loss2=0.0238, loss_att=0.00347, loss_bd1=0.71, loss_bd2=0.705] \n"
     ]
    },
    {
     "data": {
      "image/png": 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L3YWkCeA9wM8ey/tyBhwR7TXIQDyDJejdwNk9zzdUr805GTgP+Iykh4CXAzskNSb1nAFHRKsNqQztDmCjpHPoJt5LgMvmGm1/A1j/rX1KnwF+rV8VRBLwELlposs+pVZ2fclYU3lXZ039pJyzq+u3Obuu/n1NE4ROrKsfVH9iuuFqxkx928Sh+jK7if0Hats6hxqOaadxps84kQwhAduekXQ5cDPdMrTttu+VdDWw0/aOxWw3CTgiWm1YtyLbvgm4ad5rV9ase9Eg20wCjoj2Kjzgej9JwBHRWqqWcZUEHBHtljPgiIgyMhhPREQpScAniIYJO90wUhqAGgY8c9NIYk1tDbfZdFbUN7qh06xzUsMIaw1laJppiLOh7G3y0Kr6bTaN6DbGg3DHCGVA9oiIgnIGHBFRRvqAIyJKSQKOiCgjZ8ARESWYQQdcLyIJOCJa67iflFPSduBHgT22z6teuwp4C/BEtdo7q4EqTmwNJWF9J5DsU6ZWR7P1+1RDWdjsmvp/+omGbR45uX7Czu4gUTXbbChDmzxcH8vKhlh4tCGWTNgZc8Y4AQ8yIPt1wJYFXn+v7U3VkuQbEWNJdt+llL4J2PZtwL4RxBIRMVzDmxFjWSxlSqLLJX1e0nZJz6lbSdLWuYnupmkelDwiYtiGMS39cllsAn4/8AJgE/AY8O66FW1vs73Z9uYp6mdTiIhYDur0X0pZVAK2/bjtWdsd4APABcMNKyJiSNrWBSHpzJ6nPwHcM5xwIiKGaIDuh5JdEIOUoX0EuAhYL2kX8FvARZI20f3ueAj4+WWMsRXcb1LOhjatqP9narqCu+KeB+vbTv+O+h1+46napqlzvrO27fBp9SOXHVlXXzK278X15wG6sP73+8uX3lLb9rwV62rb4vgweWb/dQYyxmVofROw7UsXePlDyxBLRMRQHfc3YkREHM/UGd8MnAQcEe2VWZEjIsrJjBgREaXkDDgiooxchIv+1DDBZMPIXr77i4vb34EDi3vfE0/UNjXd59jUdvLiIuEtvGqR74zjw/1L34Rpnri2sCTgiGi19AFHRBSQOuCIiFLsdEFERJSSM+CIiFKSgCMiysgZcERECQaaJnYtLAk4IlptnM+AlzInXETE+JurhGhaBiBpi6R/kHS/pCsWaP8VSfdVc2XeIum7+m0zCTgiWm0YM2JImgSuBd4AnAtcKunceav9PbDZ9vcDNwL/vd92k4Ajor2GNy39BcD9th+wfQS4Abj4qF3Zt9r+ZvX0c8CGfhtNH3BEtJYADXYRbr2knT3Pt9ne1vP8LOCRnue7gAsbtvdm4P/022kScES0WtO8iT322t48lP1JPwVsBl7db92RJuCD7N/7ad/4cPV0PbB3lPvvo2w8R39GxunYJJZ64xRPG2PpexGrr+HNiLEbOLvn+YbqtaNIei3wm8CrbTfPxMuIE7Dt0+YeS9o5rG+cYRineBLLwsYpFhiveBJLnaGNBXEHsFHSOXQT7yXAZb0rSPoB4A+BLbb3DLLRdEFERKsNow7Y9oyky4GbgUlgu+17JV0N7LS9A/gdYB3wp+qO7/1V2z/WtN0k4IhotyGNhmb7JuCmea9d2fP4tce6zZIJeFv/VUZqnOJJLAsbp1hgvOJJLAvxwFUQRchjPFZmRMRSnLLuLF/4/f+h73qf/ux/urNEv3W6ICKi1QYsQyuiyJ1w/e6pHnEsD0n6gqS75hVij2r/2yXtkXRPz2unSvqUpC9XP59TMJarJO2ujs9dkn5kRLGcLenW6t76eyW9tXp95MemIZaRHxtJqyT9raS7q1h+u3r9HEm3V39TfyLppOWOpU8810l6sOfYbBpFPAsa0lgQy2HkCXjAe6pH7TW2NxUqnbkO2DLvtSuAW2xvBG6pnpeKBeC91fHZVF2IGIUZ4Fdtnwu8HPiF6nNS4tjUxQKjPzaHgR+0fT6wCdgi6eXAu6pYvgfYT/dOrFGoiwfg13uOzV0jiudoBjoDLIWUOAPue0/1icT2bcC+eS9fDFxfPb4e+PGCsRRh+zHbf1c9Pgh8ke7toCM/Ng2xjJy7nqqeTlWLgR+kOwAMjPYzUxfPWBBG7r+UUiIBL3RPdZEPc8XAJyXdKWlrwTh6nWH7serx14AzSgYDXF4Nsbd9VN0hvSQ9H/gB4HYKH5t5sUCBYyNpUtJdwB7gU8BXgCdtz1SrjPRvan48tueOzX+tjs17Ja0cVTz/RKfTfykko6HBq2y/hG6XyC9I+uelA+rlbplKyTOK9wMvoPvfy8eAd49y55LWAX8GvM32gd62UR+bBWIpcmxsz9reRPd22AuA7x3FfgeNR9J5wDuquF4GnAq8vUxwpAtinoHuqR4V27urn3uAj9H9QJf2uKQzAaqfA93WuBxsP179gXWADzDC4yNpim7C+2Pb/6t6ucixWSiWksem2v+TwK3AK4BnS5qrairyN9UTz5aq28bVeAh/RMG/q3RBHO1b91RXV2ovAXYUiANJayWdPPcYeD1wT/O7RmIH8Kbq8ZuAj5cKZC7ZVX6CER0fde/l/BDwRdvv6Wka+bGpi6XEsZF0mqRnV49XA6+j2yd9K/CvqtVG9pmpiedLPV+SotsfXe7vaoyrIEZeB1x3T/Wo46icAXysum97BfBh258YZQCSPgJcRHc80l3AbwHXAB+V9GbgYeAnC8ZyUVVCZOAh4OdHEQvwSuCngS9U/YsA76TMsamL5dICx+ZM4PqqmmgC+Kjtv5B0H3CDpP9Cd2aGD40glqZ4/krSaXSH5L0L+Pcjimeesgm2n9wJFxGt9azVZ/oV3/1zfde7+b7/ljvhIiKGbZzvhEsCjoh2SwKOiCjAQCcJOCKigPG+CJcEHBHtlgQcEVGAgdmCt7r1kQQcES1mcBJwREQZ6YKIiCggVRAREQXlDDgiopAk4IiIAmyYnS0dRa0k4Ihot5wBR0QUkgQcEVGCUwUREVGEwbkRIyKikNyKHBFRgF102vl+koAjot1yES4iogznDDgiooQMyB4RUUYG44mIKMOAcytyREQBzoDsERHFeIy7IOQx7qCOiFgKSZ8A1g+w6l7bW5Y7nvmSgCMiCpkoHUBExIkqCTgiopAk4IiIQpKAIyIKSQKOiCgkCTgiopAk4IiIQpKAIyIKSQKOiCjk/wPFw0AD2TqRygAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.06it/s, cost=1.47, loss1=0.0301, loss2=0.0232, loss_att=0.00347, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.05it/s, cost=1.47, loss1=0.03, loss2=0.0232, loss_att=0.00347, loss_bd1=0.71, loss_bd2=0.705]    \n"
     ]
    },
    {
     "data": {
      "image/png": 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kLyFpADgHeP/2fM41YDOrr24m4ukuQa8F9ml7v3exb8w84GDgh5LuBQ4HVkoqTequAZtZrfWoG9pNwAGS9qOVeI8DThgrjIhHgQVPX1P6IfDpTr0gnIB7KEZHkmV69PHSz2pGuhtaWfe2wQ3pSe4H9pybLHtyr/TqJIPD6acST+yZvt7oDnsny2atS3fDU0lXs8Et6c+N3rcmWTbZ2e6shnqQgCNiVNLJwFW0uqGtiIg7JJ0BrIqIlZM5rxOwmdVar4YiR8SVwJXj9p2WOPaobs7pBGxm9ZV5wvVOnIDNrLZUbFXlBGxm9eYasJlZHp6Mx8wsFyfg54mSRSLjiXRXMgBmpP8pSmcLK+miNmdNumzrwnQ3tFkb0sPY1UjPlDY8v+THSenrNWalW+lmryvpZvfA2mTZZNf5tJrxhOxmZhm5BmxmlofbgM3McnECNjPLwzVgM7Mcgm4nXM/CCdjMaus5vyinpBXAW4F1EXFwse904IPA+uKwLxQTVVhC86nyFUpU0g2NsoUpt6YXphx86JFk2axZ6dnXZqx/LFk2sDU941tzxk7JsihZc3R4Xnpa6sFt6UVAZ0+y617fqWQwbEnXReuRCt/ibiZkvxBYOsH+L0fEomJz8jWzSlJExy2Xjgk4Im4ANvYhFjOz3urdihjTYipLEp0s6TZJKyTtnDpI0rKxhe5GSP932cxsOvRiWfrpMtkE/BVgf2AR8CBwdurAiFgeEYsjYvEQ6WGlZmbTQc3OWy6TSsAR8XBENCKiCZwPLOltWGZmPVK3JghJC9vevhO4vTfhmJn1UBfNDzmbILrphnYxcBSwQNIa4EvAUZIW0fruuBf40DTGWAuxrbz9O4aHJ3fi4ZJuYY9tSZbNWJv+p2+u35AsG3hqfrJs1rz0TGnrDymZfe3R9P8B17w+HefVX702Wbbf0I7JsunQmOT0a4OaymOYehtc2PmYrlS4G1rHBBwRx0+w+2vTEIuZWU895wdimJk9l6lZ3QzsBGxm9eVVkc3M8vGKGGZmubgGbGaWhx/CWWeTnBAkRtLd18rKmp0WCU197qGSBTsfejhZ9sIfTepyzP9GuuzDnz1ycie154jVUz9FUOkZ55yAzazW3AZsZpaB+wGbmeUS4SYIM7NcXAM2M8vFCdjMLA/XgM3McgigUd0M7ARsZrVW5RqwJyM1s3ob6wlRtnVB0lJJv5G0WtKpE5R/UtKdxVqZ10l6cadzOgGbWa31YkUMSYPAecCbgYOA4yUdNO6wXwCLI+IVwGXAP3U6rxOwmdVX75alXwKsjoi7I2IYuAQ49hmXirg+Ip4s3v4U2LvTSd0GbGa1JUDdPYRbIGlV2/vlEbG87f1ewANt79cAh5Wc7yTgfzpd1AnYzGpN3bXxboiIxT25nvReYDHw2k7H9jUBb2HThmvjsvuKtwuA9OqP/VeleBzLxKoUC1QrnjrG0vEhVke9WxFjLbBP2/u9i33PIOlo4IvAayOifCVe+pyAI2K3sdeSVvXqG6cXqhSPY5lYlWKBasXjWFJ6NhfETcABkvajlXiPA05oP0DSK4GvAksjYl03J3UThJnVWi/6AUfEqKSTgauAQWBFRNwh6QxgVUSsBP4Z2BH4tiSA+yPi7WXndQI2s3rr0WxoEXElcOW4fae1vT56e8+ZMwEv73xIX1UpHscysSrFAtWKx7FMJLruBZGFosJzZZqZTcVOO+4Vh73iIx2Pu/Ynf3NzjnZrN0GYWa112Q0tiywj4TqNqe5zLPdK+qWkW8Z1xO7X9VdIWifp9rZ9u0i6RtJdxZ87Z4zldElri/tzi6S39CmWfSRdX4ytv0PSJ4r9fb83JbH0/d5Imi3pZ5JuLWL522L/fpJuLH6nviVp5nTH0iGeCyXd03ZvFvUjngn1aC6I6dD3BNzlmOp+e11ELMrUdeZCYOm4facC10XEAcB1xftcsQB8ubg/i4oHEf0wCnwqIg4CDgc+Wvyc5Lg3qVig//dmG/D6iDgEWAQslXQ4cFYRyx8Bm2iNxOqHVDwAn2m7N7f0KZ5nCqDZxZZJjhpwxzHVzycRcQOwcdzuY4GLitcXAe/IGEsWEfFgRPy8eL0F+BWt4aB9vzclsfRdtDxevB0qtgBeT2sCGOjvz0wqnkoQgaLzlkuOBDzRmOosP8yFAK6WdLOkZRnjaLd7RDxYvH4I2D1nMMDJxRR7K/rVHNJO0r7AK4EbyXxvxsUCGe6NpEFJtwDrgGuA3wGbI2K0OKSvv1Pj44mIsXvzD8W9+bKkWf2K51mazc5bJp4NDY6MiFfRahL5qKQ/zR1Qu2h1U8lZo/gKsD+t/14+CJzdz4tL2hH4DnBKRDzWXtbvezNBLFnuTUQ0ImIRreGwS4A/7sd1u41H0sHA54u4DgV2AT6XJzjcBDFOV2Oq+yUi1hZ/rgMup/UDndvDkhYCFH92NaxxOkTEw8UvWBM4nz7eH0lDtBLeNyLiP4vdWe7NRLHkvDfF9TcD1wNHAC+QNNarKcvvVFs8S4tmmyjmQ/h3Mv5euQnimZ4eU108qT0OWJkhDiTNlTRv7DXwRuD28k/1xUrgxOL1icAVuQIZS3aFd9Kn+6PWWM6vAb+KiHPaivp+b1Kx5Lg3knaT9ILi9RzgGFpt0tcD7y4O69vPTCKeX7d9SYpWe3S+36sK94Loez/g1JjqfsdR2B24vBi3PQP4ZkR8v58BSLoYOIrWfKRrgC8BZwKXSjoJuA94T8ZYjiq6EAVwL/ChfsQCvAZ4H/DLon0R4AvkuTepWI7PcG8WAhcVvYkGgEsj4nuS7gQukfT3tFZm+FofYimL5weSdqM1Je8twIf7FM84eRNsJx4JZ2a1NX/OwjjiJR/oeNxVd/6jR8KZmfValUfCOQGbWb05AZuZZRBA0wnYzCyDaj+EcwI2s3pzAjYzyyCARsahbh04AZtZjQWEE7CZWR5ugjAzy8C9IMzMMnIN2MwsEydgM7MMIqDRyB1FkhOwmdWba8BmZpk4AZuZ5RDuBWFmlkVAeCCGmVkmHopsZpZBRNZl5ztxAjazevNDODOzPMI1YDOzHDwhu5lZHp6Mx8wsjwDCQ5HNzDIIT8huZpZNVLgJQlHhBmozs6mQ9H1gQReHboiIpdMdz3hOwGZmmQzkDsDM7PnKCdjMLBMnYDOzTJyAzcwycQI2M8vECdjMLBMnYDOzTJyAzcwycQI2M8vk/wGuMTCYeKjPYQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.07it/s, cost=1.47, loss1=0.0286, loss2=0.0224, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.04it/s, cost=1.47, loss1=0.0286, loss2=0.0222, loss_att=0.00347, loss_bd1=0.71, loss_bd2=0.705] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.06it/s, cost=1.47, loss1=0.0276, loss2=0.0243, loss_att=0.00347, loss_bd1=0.71, loss_bd2=0.704] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.05it/s, cost=1.47, loss1=0.0282, loss2=0.0214, loss_att=0.00346, loss_bd1=0.709, loss_bd2=0.705] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.05it/s, cost=1.47, loss1=0.0275, loss2=0.0212, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.06it/s, cost=1.47, loss1=0.0264, loss2=0.0214, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.06it/s, cost=1.47, loss1=0.0261, loss2=0.021, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.705]   \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.02it/s, cost=1.47, loss1=0.0257, loss2=0.0214, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.05it/s, cost=1.47, loss1=0.0252, loss2=0.0206, loss_att=0.00346, loss_bd1=0.711, loss_bd2=0.706] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.05it/s, cost=1.46, loss1=0.0249, loss2=0.0206, loss_att=0.00346, loss_bd1=0.711, loss_bd2=0.705]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.05it/s, cost=1.46, loss1=0.0248, loss2=0.0209, loss_att=0.00346, loss_bd1=0.711, loss_bd2=0.705] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.06it/s, cost=1.46, loss1=0.0246, loss2=0.0209, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.07it/s, cost=1.46, loss1=0.0244, loss2=0.0206, loss_att=0.00346, loss_bd1=0.711, loss_bd2=0.705] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.07it/s, cost=1.46, loss1=0.0243, loss2=0.0205, loss_att=0.00347, loss_bd1=0.711, loss_bd2=0.705] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.06it/s, cost=1.47, loss1=0.0243, loss2=0.0254, loss_att=0.00346, loss_bd1=0.711, loss_bd2=0.708]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.09it/s, cost=1.46, loss1=0.0244, loss2=0.0203, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.705] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.07it/s, cost=1.46, loss1=0.0241, loss2=0.0202, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:43<00:00,  2.09it/s, cost=1.46, loss1=0.0245, loss2=0.0204, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.08it/s, cost=1.46, loss1=0.0237, loss2=0.02, loss_att=0.00346, loss_bd1=0.711, loss_bd2=0.705]   \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:43<00:00,  2.10it/s, cost=1.48, loss1=0.0238, loss2=0.0389, loss_att=0.00346, loss_bd1=0.711, loss_bd2=0.704] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:43<00:00,  2.11it/s, cost=1.47, loss1=0.0241, loss2=0.0309, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:43<00:00,  2.10it/s, cost=1.47, loss1=0.0245, loss2=0.0308, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.704]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:43<00:00,  2.12it/s, cost=1.47, loss1=0.024, loss2=0.0285, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:43<00:00,  2.10it/s, cost=1.47, loss1=0.0246, loss2=0.0273, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.706] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:43<00:00,  2.05it/s, cost=1.47, loss1=0.0241, loss2=0.0271, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.706]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:43<00:00,  2.12it/s, cost=1.47, loss1=0.0237, loss2=0.0273, loss_att=0.00346, loss_bd1=0.711, loss_bd2=0.705] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:43<00:00,  2.13it/s, cost=1.47, loss1=0.0235, loss2=0.0269, loss_att=0.00346, loss_bd1=0.711, loss_bd2=0.706] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.12it/s, cost=1.47, loss1=0.0235, loss2=0.0269, loss_att=0.00346, loss_bd1=0.711, loss_bd2=0.705] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.18it/s, cost=1.47, loss1=0.0238, loss2=0.0266, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.18it/s, cost=1.47, loss1=0.0234, loss2=0.0262, loss_att=0.00346, loss_bd1=0.711, loss_bd2=0.706] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.18it/s, cost=1.47, loss1=0.0238, loss2=0.0294, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.704]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.16it/s, cost=1.47, loss1=0.0235, loss2=0.0259, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.706]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.17it/s, cost=1.47, loss1=0.0234, loss2=0.0258, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.706]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.16it/s, cost=1.47, loss1=0.0234, loss2=0.0263, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.17it/s, cost=1.47, loss1=0.0237, loss2=0.0259, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.706]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.18it/s, cost=1.47, loss1=0.0244, loss2=0.0252, loss_att=0.00346, loss_bd1=0.709, loss_bd2=0.706] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.17it/s, cost=1.47, loss1=0.0238, loss2=0.0257, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.706]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.17it/s, cost=1.47, loss1=0.0227, loss2=0.0252, loss_att=0.00346, loss_bd1=0.711, loss_bd2=0.706] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.18it/s, cost=1.47, loss1=0.0224, loss2=0.0249, loss_att=0.00346, loss_bd1=0.711, loss_bd2=0.706] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.17it/s, cost=1.47, loss1=0.0227, loss2=0.0255, loss_att=0.00346, loss_bd1=0.711, loss_bd2=0.705] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.18it/s, cost=1.47, loss1=0.0231, loss2=0.0248, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.706]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.18it/s, cost=1.47, loss1=0.0231, loss2=0.0246, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.706]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.17it/s, cost=1.47, loss1=0.0227, loss2=0.0243, loss_att=0.00346, loss_bd1=0.711, loss_bd2=0.706] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.18it/s, cost=1.47, loss1=0.0229, loss2=0.0245, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.706]  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "EPOCH = 50\n",
    "for i in range(EPOCH):\n",
    "    pbar = tqdm(range(0, len(paths), batch_size), desc = 'minibatch loop')\n",
    "    for k in pbar:\n",
    "        index = min(k + batch_size, len(paths))\n",
    "        files, max_y, max_z = dynamic_batching(paths[k:index])\n",
    "        max_x = max(lengths[k:index])\n",
    "        batch_x = np.zeros((batch_size, max_x))\n",
    "        batch_y = np.zeros((batch_size, max_y, n_mels * resampled))\n",
    "        batch_z = np.zeros((batch_size, max_z, fourier_window_size // 2 + 1))\n",
    "        for n in range(len(files)):\n",
    "            batch_x[n, :] = np.pad(\n",
    "                texts[k + n],\n",
    "                ((0, max_x - texts[k + n].shape[0])),\n",
    "                mode = 'constant',\n",
    "            )\n",
    "            batch_y[n, :, :] = np.pad(\n",
    "                files[n][0],\n",
    "                ((0, max_y - files[n][0].shape[0]), (0, 0)),\n",
    "                mode = 'constant',\n",
    "            )\n",
    "            batch_z[n, :, :] = np.pad(\n",
    "                files[n][1],\n",
    "                ((0, max_z - files[n][1].shape[0]), (0, 0)),\n",
    "                mode = 'constant',\n",
    "            )\n",
    "        _, cost, loss1, loss2, loss_bd1, loss_att, loss_bd2 = sess.run(\n",
    "            [model.optimizer, model.loss, \n",
    "            model.loss1, model.loss2, model.loss_bd1,\n",
    "            model.loss_att, model.loss_bd2],\n",
    "            feed_dict = {model.X: batch_x, model.Y: batch_y, model.Z: batch_z},\n",
    "        )\n",
    "        pbar.set_postfix(cost = cost, loss1 = loss1, loss2 = loss2, loss_bd1 = loss_bd1,\n",
    "                        loss_att = loss_att, loss_bd2 = loss_bd2)\n",
    "        \n",
    "    align = sess.run(\n",
    "        model.alignments, feed_dict = {model.X: batch_x, model.Y: batch_y}\n",
    "    )\n",
    "    plot_alignment(align[0, :, :], i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 38/38 [00:01<00:00, 36.35it/s]\n"
     ]
    }
   ],
   "source": [
    "y_hat = np.ones((1, batch_y.shape[1], n_mels * resampled), np.float32)\n",
    "for j in tqdm(range(batch_y.shape[1])):\n",
    "    _y_hat = sess.run(model.Y_hat, {model.X: [texts[0]], model.Y: y_hat})\n",
    "    y_hat[:, j, :] = _y_hat[:, j, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "mags = sess.run(model.Z_hat, {model.Y: y_hat})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "audio = spectrogram2wav(mags[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import IPython.display as ipd\n",
    "ipd.Audio(audio, rate = sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving: say the word burn\n"
     ]
    }
   ],
   "source": [
    "from scipy.io.wavfile import write\n",
    "print('saving: %s'%(raw_texts[0]))\n",
    "write(os.path.join('test.wav'), sample_rate, audio)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mags = sess.run(model.Z_hat, {model.Y: [batch_y[0]]})\n",
    "audio = spectrogram2wav(mags[0])\n",
    "ipd.Audio(audio, rate = sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "real_audio = spectrogram2wav(batch_z[0])\n",
    "ipd.Audio(real_audio, rate = sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
